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On the difficulty of validating molecular generative models realistically: a case study on public and proprietary data

While a multitude of deep generative models have recently emerged there exists no best practice for their practically relevant validation. On the one hand, novel de novo-generated molecules cannot be refuted by retrospective validation (so that this type of validation is biased); but on the other ha...

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Detalles Bibliográficos
Autores principales: Handa, Koichi, Thomas, Morgan C., Kageyama, Michiharu, Iijima, Takeshi, Bender, Andreas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10664602/
https://www.ncbi.nlm.nih.gov/pubmed/37990215
http://dx.doi.org/10.1186/s13321-023-00781-1

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